Overview
Brought to you by YData
Dataset statistics
| Number of variables | 31 |
|---|---|
| Number of observations | 1470 |
| Missing cells | 1470 |
| Missing cells (%) | 3.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.2 MiB |
| Average record size in memory | 887.4 B |
Variable types
| Numeric | 11 |
|---|---|
| Boolean | 3 |
| Categorical | 15 |
| DateTime | 1 |
| Unsupported | 1 |
Age is highly overall correlated with TotalWorkingYears | High correlation |
Department is highly overall correlated with JobRole | High correlation |
JobLevel is highly overall correlated with JobRole and 2 other fields | High correlation |
JobRole is highly overall correlated with Department and 1 other fields | High correlation |
MaritalStatus is highly overall correlated with StockOptionLevel | High correlation |
MonthlyIncome is highly overall correlated with JobLevel and 1 other fields | High correlation |
PercentSalaryHike is highly overall correlated with PerformanceRating | High correlation |
PerformanceRating is highly overall correlated with PercentSalaryHike | High correlation |
StockOptionLevel is highly overall correlated with MaritalStatus | High correlation |
TotalWorkingYears is highly overall correlated with Age and 3 other fields | High correlation |
YearsAtCompany is highly overall correlated with TotalWorkingYears and 2 other fields | High correlation |
YearsSinceLastPromotion is highly overall correlated with YearsAtCompany | High correlation |
YearsWithCurrManager is highly overall correlated with YearsAtCompany | High correlation |
Date_of_termination has 1470 (100.0%) missing values | Missing |
Date_of_termination is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
NumCompaniesWorked has 197 (13.4%) zeros | Zeros |
TrainingTimesLastYear has 54 (3.7%) zeros | Zeros |
YearsAtCompany has 44 (3.0%) zeros | Zeros |
YearsSinceLastPromotion has 581 (39.5%) zeros | Zeros |
YearsWithCurrManager has 263 (17.9%) zeros | Zeros |
Leaves has 243 (16.5%) zeros | Zeros |
Reproduction
| Analysis started | 2025-03-12 13:39:29.975596 |
|---|---|
| Analysis finished | 2025-03-12 13:39:39.364031 |
| Duration | 9.39 seconds |
| Software version | ydata-profiling vv4.14.0 |
| Download configuration | config.json |
Variables
Age
Real number (ℝ)
High correlation
| Distinct | 43 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.92381 |
| Minimum | 18 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 30 |
| median | 36 |
| Q3 | 43 |
| 95-th percentile | 54 |
| Maximum | 60 |
| Range | 42 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.1353735 |
|---|---|
| Coefficient of variation (CV) | 0.24741146 |
| Kurtosis | -0.40414514 |
| Mean | 36.92381 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.4132863 |
| Sum | 54278 |
| Variance | 83.455049 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 35 | 78 | 5.3% |
| 34 | 77 | 5.2% |
| 31 | 69 | 4.7% |
| 36 | 69 | 4.7% |
| 29 | 68 | 4.6% |
| 32 | 61 | 4.1% |
| 30 | 60 | 4.1% |
| 33 | 58 | 3.9% |
| 38 | 58 | 3.9% |
| 40 | 57 | 3.9% |
| Other values (33) | 815 |
| Value | Count | Frequency (%) |
| 18 | 8 | 0.5% |
| 19 | 9 | 0.6% |
| 20 | 11 | 0.7% |
| 21 | 13 | 0.9% |
| 22 | 16 | 1.1% |
| 23 | 14 | 1.0% |
| 24 | 26 | |
| 25 | 26 | |
| 26 | 39 | |
| 27 | 48 |
| Value | Count | Frequency (%) |
| 60 | 5 | 0.3% |
| 59 | 10 | |
| 58 | 14 | |
| 57 | 4 | 0.3% |
| 56 | 14 | |
| 55 | 22 | |
| 54 | 18 | |
| 53 | 19 | |
| 52 | 18 | |
| 51 | 19 |
| Value | Count | Frequency (%) |
| False | 1233 | |
| True | 237 | 16.1% |
BusinessTravel
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 89.8 KiB |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 13.447619 |
| Min length | 10 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Travel_Rarely |
|---|---|
| 2nd row | Travel_Rarely |
| 3rd row | Travel_Rarely |
| 4th row | Travel_Rarely |
| 5th row | Travel_Rarely |
Common Values
| Value | Count | Frequency (%) |
| Travel_Rarely | 1043 | |
| Travel_Frequently | 277 | 18.8% |
| Non-Travel | 150 | 10.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| travel_rarely | 1043 | |
| travel_frequently | 277 | 18.8% |
| non-travel | 150 | 10.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3067 | |
| l | 2790 | |
| r | 2790 | |
| a | 2513 | |
| T | 1470 | |
| v | 1470 | |
| _ | 1320 | |
| y | 1320 | |
| R | 1043 | 5.3% |
| n | 427 | 2.2% |
| Other values (7) | 1558 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 19768 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 3067 | |
| l | 2790 | |
| r | 2790 | |
| a | 2513 | |
| T | 1470 | |
| v | 1470 | |
| _ | 1320 | |
| y | 1320 | |
| R | 1043 | 5.3% |
| n | 427 | 2.2% |
| Other values (7) | 1558 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 19768 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 3067 | |
| l | 2790 | |
| r | 2790 | |
| a | 2513 | |
| T | 1470 | |
| v | 1470 | |
| _ | 1320 | |
| y | 1320 | |
| R | 1043 | 5.3% |
| n | 427 | 2.2% |
| Other values (7) | 1558 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 19768 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 3067 | |
| l | 2790 | |
| r | 2790 | |
| a | 2513 | |
| T | 1470 | |
| v | 1470 | |
| _ | 1320 | |
| y | 1320 | |
| R | 1043 | 5.3% |
| n | 427 | 2.2% |
| Other values (7) | 1558 |
Department
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 94.2 KiB |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 63 |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 16.542177 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Research & Development |
|---|---|
| 2nd row | Research & Development |
| 3rd row | Research & Development |
| 4th row | Sales |
| 5th row | Research & Development |
Common Values
| Value | Count | Frequency (%) |
| Research & Development | 961 | |
| Sales | 446 | |
| Human Resources | 63 | 4.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| research | 961 | |
| 961 | ||
| development | 961 | |
| sales | 446 | |
| human | 63 | 1.8% |
| resources | 63 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5377 | |
| 1985 | 8.2% | |
| s | 1533 | 6.3% |
| a | 1470 | 6.0% |
| l | 1407 | 5.8% |
| R | 1024 | 4.2% |
| c | 1024 | 4.2% |
| r | 1024 | 4.2% |
| m | 1024 | 4.2% |
| n | 1024 | 4.2% |
| Other values (10) | 7425 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 24317 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 5377 | |
| 1985 | 8.2% | |
| s | 1533 | 6.3% |
| a | 1470 | 6.0% |
| l | 1407 | 5.8% |
| R | 1024 | 4.2% |
| c | 1024 | 4.2% |
| r | 1024 | 4.2% |
| m | 1024 | 4.2% |
| n | 1024 | 4.2% |
| Other values (10) | 7425 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 24317 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 5377 | |
| 1985 | 8.2% | |
| s | 1533 | 6.3% |
| a | 1470 | 6.0% |
| l | 1407 | 5.8% |
| R | 1024 | 4.2% |
| c | 1024 | 4.2% |
| r | 1024 | 4.2% |
| m | 1024 | 4.2% |
| n | 1024 | 4.2% |
| Other values (10) | 7425 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 24317 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 5377 | |
| 1985 | 8.2% | |
| s | 1533 | 6.3% |
| a | 1470 | 6.0% |
| l | 1407 | 5.8% |
| R | 1024 | 4.2% |
| c | 1024 | 4.2% |
| r | 1024 | 4.2% |
| m | 1024 | 4.2% |
| n | 1024 | 4.2% |
| Other values (10) | 7425 |
DistanceFromHome
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.192517 |
| Minimum | 1 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 7 |
| Q3 | 14 |
| 95-th percentile | 26 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.1068644 |
|---|---|
| Coefficient of variation (CV) | 0.88189823 |
| Kurtosis | -0.2248334 |
| Mean | 9.192517 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.958118 |
| Sum | 13513 |
| Variance | 65.721251 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 2 | 211 | |
| 1 | 208 | |
| 10 | 86 | 5.9% |
| 9 | 85 | 5.8% |
| 3 | 84 | 5.7% |
| 7 | 84 | 5.7% |
| 8 | 80 | 5.4% |
| 5 | 65 | 4.4% |
| 4 | 64 | 4.4% |
| 6 | 59 | 4.0% |
| Other values (19) | 444 |
| Value | Count | Frequency (%) |
| 1 | 208 | |
| 2 | 211 | |
| 3 | 84 | 5.7% |
| 4 | 64 | 4.4% |
| 5 | 65 | 4.4% |
| 6 | 59 | 4.0% |
| 7 | 84 | 5.7% |
| 8 | 80 | 5.4% |
| 9 | 85 | |
| 10 | 86 |
| Value | Count | Frequency (%) |
| 29 | 27 | |
| 28 | 23 | |
| 27 | 12 | |
| 26 | 25 | |
| 25 | 25 | |
| 24 | 28 | |
| 23 | 27 | |
| 22 | 19 | |
| 21 | 18 | |
| 20 | 25 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.8 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 882 | |
| Female | 588 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 882 | |
| female | 588 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2058 | |
| a | 1470 | |
| l | 1470 | |
| M | 882 | |
| F | 588 | 8.3% |
| m | 588 | 8.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7056 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 2058 | |
| a | 1470 | |
| l | 1470 | |
| M | 882 | |
| F | 588 | 8.3% |
| m | 588 | 8.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7056 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 2058 | |
| a | 1470 | |
| l | 1470 | |
| M | 882 | |
| F | 588 | 8.3% |
| m | 588 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7056 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 2058 | |
| a | 1470 | |
| l | 1470 | |
| M | 882 | |
| F | 588 | 8.3% |
| m | 588 | 8.3% |
JobInvolvement
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 71.9 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | 83 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 83 | 5.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 83 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 83 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 83 | 5.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 83 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 83 | 5.6% |
JobLevel
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 71.9 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 4 | |
| 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 543 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 543 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 543 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 543 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 543 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 543 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
JobRole
Categorical
High correlation
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 96.4 KiB |
| Sales Executive | |
|---|---|
| Research Scientist | |
| Laboratory Technician | |
| Manufacturing Director | |
| Healthcare Representative | |
| Other values (4) |
Length
| Max length | 25 |
|---|---|
| Median length | 21 |
| Mean length | 18.070748 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Laboratory Technician |
|---|---|
| 2nd row | Research Scientist |
| 3rd row | Research Director |
| 4th row | Sales Representative |
| 5th row | Laboratory Technician |
Common Values
| Value | Count | Frequency (%) |
| Sales Executive | 326 | |
| Research Scientist | 292 | |
| Laboratory Technician | 259 | |
| Manufacturing Director | 145 | |
| Healthcare Representative | 131 | |
| Manager | 102 | 6.9% |
| Sales Representative | 83 | 5.6% |
| Research Director | 80 | 5.4% |
| Human Resources | 52 | 3.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sales | 409 | |
| research | 372 | |
| executive | 326 | |
| scientist | 292 | |
| laboratory | 259 | |
| technician | 259 | |
| director | 225 | |
| representative | 214 | |
| manufacturing | 145 | 5.1% |
| healthcare | 131 | 4.6% |
| Other values (3) | 206 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3905 | |
| a | 2580 | 9.7% |
| t | 2098 | 7.9% |
| c | 2061 | 7.8% |
| i | 2012 | 7.6% |
| r | 1984 | 7.5% |
| n | 1468 | 5.5% |
| s | 1391 | 5.2% |
| 1368 | 5.1% | |
| o | 795 | 3.0% |
| Other values (19) | 6902 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 26564 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 3905 | |
| a | 2580 | 9.7% |
| t | 2098 | 7.9% |
| c | 2061 | 7.8% |
| i | 2012 | 7.6% |
| r | 1984 | 7.5% |
| n | 1468 | 5.5% |
| s | 1391 | 5.2% |
| 1368 | 5.1% | |
| o | 795 | 3.0% |
| Other values (19) | 6902 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 26564 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 3905 | |
| a | 2580 | 9.7% |
| t | 2098 | 7.9% |
| c | 2061 | 7.8% |
| i | 2012 | 7.6% |
| r | 1984 | 7.5% |
| n | 1468 | 5.5% |
| s | 1391 | 5.2% |
| 1368 | 5.1% | |
| o | 795 | 3.0% |
| Other values (19) | 6902 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 26564 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 3905 | |
| a | 2580 | 9.7% |
| t | 2098 | 7.9% |
| c | 2061 | 7.8% |
| i | 2012 | 7.6% |
| r | 1984 | 7.5% |
| n | 1468 | 5.5% |
| s | 1391 | 5.2% |
| 1368 | 5.1% | |
| o | 795 | 3.0% |
| Other values (19) | 6902 |
JobSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 71.9 KiB |
| 4 | |
|---|---|
| 3 | |
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 4 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 459 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 459 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 459 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 4 | 459 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 4 | 459 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 4 | 459 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
MaritalStatus
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.4 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.9027211 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Single |
|---|---|
| 2nd row | Single |
| 3rd row | Married |
| 4th row | Divorced |
| 5th row | Single |
Common Values
| Value | Count | Frequency (%) |
| Married | 673 | |
| Single | 470 | |
| Divorced | 327 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 673 | |
| single | 470 | |
| divorced | 327 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1673 | |
| i | 1470 | |
| e | 1470 | |
| d | 1000 | |
| a | 673 | |
| M | 673 | |
| S | 470 | 4.6% |
| n | 470 | 4.6% |
| g | 470 | 4.6% |
| l | 470 | 4.6% |
| Other values (4) | 1308 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10147 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1673 | |
| i | 1470 | |
| e | 1470 | |
| d | 1000 | |
| a | 673 | |
| M | 673 | |
| S | 470 | 4.6% |
| n | 470 | 4.6% |
| g | 470 | 4.6% |
| l | 470 | 4.6% |
| Other values (4) | 1308 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10147 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1673 | |
| i | 1470 | |
| e | 1470 | |
| d | 1000 | |
| a | 673 | |
| M | 673 | |
| S | 470 | 4.6% |
| n | 470 | 4.6% |
| g | 470 | 4.6% |
| l | 470 | 4.6% |
| Other values (4) | 1308 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10147 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1673 | |
| i | 1470 | |
| e | 1470 | |
| d | 1000 | |
| a | 673 | |
| M | 673 | |
| S | 470 | 4.6% |
| n | 470 | 4.6% |
| g | 470 | 4.6% |
| l | 470 | 4.6% |
| Other values (4) | 1308 |
MonthlyIncome
Real number (ℝ)
High correlation
| Distinct | 1349 |
|---|---|
| Distinct (%) | 91.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6502.9313 |
| Minimum | 1009 |
|---|---|
| Maximum | 19999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1009 |
|---|---|
| 5-th percentile | 2097.9 |
| Q1 | 2911 |
| median | 4919 |
| Q3 | 8379 |
| 95-th percentile | 17821.35 |
| Maximum | 19999 |
| Range | 18990 |
| Interquartile range (IQR) | 5468 |
Descriptive statistics
| Standard deviation | 4707.9568 |
|---|---|
| Coefficient of variation (CV) | 0.72397455 |
| Kurtosis | 1.0052327 |
| Mean | 6502.9313 |
| Median Absolute Deviation (MAD) | 2199 |
| Skewness | 1.3698167 |
| Sum | 9559309 |
| Variance | 22164857 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2342 | 4 | 0.3% |
| 2380 | 3 | 0.2% |
| 3452 | 3 | 0.2% |
| 6142 | 3 | 0.2% |
| 5562 | 3 | 0.2% |
| 2451 | 3 | 0.2% |
| 2404 | 3 | 0.2% |
| 2610 | 3 | 0.2% |
| 2559 | 3 | 0.2% |
| 6347 | 3 | 0.2% |
| Other values (1339) | 1439 |
| Value | Count | Frequency (%) |
| 1009 | 1 | |
| 1051 | 1 | |
| 1052 | 1 | |
| 1081 | 1 | |
| 1091 | 1 | |
| 1102 | 1 | |
| 1118 | 1 | |
| 1129 | 1 | |
| 1200 | 1 | |
| 1223 | 1 |
| Value | Count | Frequency (%) |
| 19999 | 1 | |
| 19973 | 1 | |
| 19943 | 1 | |
| 19926 | 1 | |
| 19859 | 1 | |
| 19847 | 1 | |
| 19845 | 1 | |
| 19833 | 1 | |
| 19740 | 1 | |
| 19717 | 1 |
NumCompaniesWorked
Real number (ℝ)
Zeros
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6931973 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 197 |
| Zeros (%) | 13.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.498009 |
|---|---|
| Coefficient of variation (CV) | 0.92752545 |
| Kurtosis | 0.010213817 |
| Mean | 2.6931973 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0264711 |
| Sum | 3959 |
| Variance | 6.240049 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 521 | |
| 0 | 197 | 13.4% |
| 3 | 159 | 10.8% |
| 2 | 146 | 9.9% |
| 4 | 139 | 9.5% |
| 7 | 74 | 5.0% |
| 6 | 70 | 4.8% |
| 5 | 63 | 4.3% |
| 9 | 52 | 3.5% |
| 8 | 49 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 197 | 13.4% |
| 1 | 521 | |
| 2 | 146 | 9.9% |
| 3 | 159 | 10.8% |
| 4 | 139 | 9.5% |
| 5 | 63 | 4.3% |
| 6 | 70 | 4.8% |
| 7 | 74 | 5.0% |
| 8 | 49 | 3.3% |
| 9 | 52 | 3.5% |
| Value | Count | Frequency (%) |
| 9 | 52 | 3.5% |
| 8 | 49 | 3.3% |
| 7 | 74 | 5.0% |
| 6 | 70 | 4.8% |
| 5 | 63 | 4.3% |
| 4 | 139 | 9.5% |
| 3 | 159 | 10.8% |
| 2 | 146 | 9.9% |
| 1 | 521 | |
| 0 | 197 | 13.4% |
| Value | Count | Frequency (%) |
| False | 1054 | |
| True | 416 | 28.3% |
PercentSalaryHike
Real number (ℝ)
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.209524 |
| Minimum | 11 |
|---|---|
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.6599377 |
|---|---|
| Coefficient of variation (CV) | 0.2406346 |
| Kurtosis | -0.30059822 |
| Mean | 15.209524 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.82112798 |
| Sum | 22358 |
| Variance | 13.395144 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 11 | 210 | |
| 13 | 209 | |
| 14 | 201 | |
| 12 | 198 | |
| 15 | 101 | |
| 18 | 89 | |
| 17 | 82 | 5.6% |
| 16 | 78 | 5.3% |
| 19 | 76 | 5.2% |
| 22 | 56 | 3.8% |
| Other values (5) | 170 |
| Value | Count | Frequency (%) |
| 11 | 210 | |
| 12 | 198 | |
| 13 | 209 | |
| 14 | 201 | |
| 15 | 101 | |
| 16 | 78 | 5.3% |
| 17 | 82 | 5.6% |
| 18 | 89 | |
| 19 | 76 | 5.2% |
| 20 | 55 | 3.7% |
| Value | Count | Frequency (%) |
| 25 | 18 | 1.2% |
| 24 | 21 | 1.4% |
| 23 | 28 | 1.9% |
| 22 | 56 | |
| 21 | 48 | |
| 20 | 55 | |
| 19 | 76 | |
| 18 | 89 | |
| 17 | 82 | |
| 16 | 78 |
PerformanceRating
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 71.9 KiB |
| 3 | |
|---|---|
| 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 1244 | |
| 4 | 226 | 15.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 1244 | |
| 4 | 226 | 15.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 1244 | |
| 4 | 226 | 15.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 1244 | |
| 4 | 226 | 15.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 1244 | |
| 4 | 226 | 15.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 1244 | |
| 4 | 226 | 15.4% |
StockOptionLevel
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 71.9 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
TotalWorkingYears
Real number (ℝ)
High correlation
| Distinct | 40 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.279592 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 11 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 28 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.7807817 |
|---|---|
| Coefficient of variation (CV) | 0.68981057 |
| Kurtosis | 0.91826954 |
| Mean | 11.279592 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.1171719 |
| Sum | 16581 |
| Variance | 60.540563 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 10 | 202 | 13.7% |
| 6 | 125 | 8.5% |
| 8 | 103 | 7.0% |
| 9 | 96 | 6.5% |
| 5 | 88 | 6.0% |
| 7 | 81 | 5.5% |
| 1 | 81 | 5.5% |
| 4 | 63 | 4.3% |
| 12 | 48 | 3.3% |
| 3 | 42 | 2.9% |
| Other values (30) | 541 |
| Value | Count | Frequency (%) |
| 0 | 11 | 0.7% |
| 1 | 81 | |
| 2 | 31 | 2.1% |
| 3 | 42 | 2.9% |
| 4 | 63 | |
| 5 | 88 | |
| 6 | 125 | |
| 7 | 81 | |
| 8 | 103 | |
| 9 | 96 |
| Value | Count | Frequency (%) |
| 40 | 2 | 0.1% |
| 38 | 1 | 0.1% |
| 37 | 4 | |
| 36 | 6 | |
| 35 | 3 | 0.2% |
| 34 | 5 | |
| 33 | 7 | |
| 32 | 9 | |
| 31 | 9 | |
| 30 | 7 |
TrainingTimesLastYear
Real number (ℝ)
Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7993197 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 54 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2892706 |
|---|---|
| Coefficient of variation (CV) | 0.46056569 |
| Kurtosis | 0.49499299 |
| Mean | 2.7993197 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.55312417 |
| Sum | 4115 |
| Variance | 1.6622187 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 2 | 547 | |
| 3 | 491 | |
| 4 | 123 | 8.4% |
| 5 | 119 | 8.1% |
| 1 | 71 | 4.8% |
| 6 | 65 | 4.4% |
| 0 | 54 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 54 | 3.7% |
| 1 | 71 | 4.8% |
| 2 | 547 | |
| 3 | 491 | |
| 4 | 123 | 8.4% |
| 5 | 119 | 8.1% |
| 6 | 65 | 4.4% |
| Value | Count | Frequency (%) |
| 6 | 65 | 4.4% |
| 5 | 119 | 8.1% |
| 4 | 123 | 8.4% |
| 3 | 491 | |
| 2 | 547 | |
| 1 | 71 | 4.8% |
| 0 | 54 | 3.7% |
YearsAtCompany
Real number (ℝ)
High correlation Zeros
| Distinct | 37 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.0081633 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 44 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 20 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 6.1265252 |
|---|---|
| Coefficient of variation (CV) | 0.87419841 |
| Kurtosis | 3.9355088 |
| Mean | 7.0081633 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.7645295 |
| Sum | 10302 |
| Variance | 37.53431 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 5 | 196 | |
| 1 | 171 | |
| 3 | 128 | |
| 2 | 127 | |
| 10 | 120 | |
| 4 | 110 | 7.5% |
| 7 | 90 | 6.1% |
| 9 | 82 | 5.6% |
| 8 | 80 | 5.4% |
| 6 | 76 | 5.2% |
| Other values (27) | 290 |
| Value | Count | Frequency (%) |
| 0 | 44 | 3.0% |
| 1 | 171 | |
| 2 | 127 | |
| 3 | 128 | |
| 4 | 110 | |
| 5 | 196 | |
| 6 | 76 | 5.2% |
| 7 | 90 | |
| 8 | 80 | |
| 9 | 82 |
| Value | Count | Frequency (%) |
| 40 | 1 | 0.1% |
| 37 | 1 | 0.1% |
| 36 | 2 | 0.1% |
| 34 | 1 | 0.1% |
| 33 | 5 | |
| 32 | 3 | |
| 31 | 3 | |
| 30 | 1 | 0.1% |
| 29 | 2 | 0.1% |
| 27 | 2 | 0.1% |
YearsSinceLastPromotion
Real number (ℝ)
High correlation Zeros
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1877551 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 581 |
| Zeros (%) | 39.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.2224303 |
|---|---|
| Coefficient of variation (CV) | 1.4729392 |
| Kurtosis | 3.6126731 |
| Mean | 2.1877551 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.98429 |
| Sum | 3216 |
| Variance | 10.384057 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 581 | |
| 1 | 357 | |
| 2 | 159 | 10.8% |
| 7 | 76 | 5.2% |
| 4 | 61 | 4.1% |
| 3 | 52 | 3.5% |
| 5 | 45 | 3.1% |
| 6 | 32 | 2.2% |
| 11 | 24 | 1.6% |
| 8 | 18 | 1.2% |
| Other values (6) | 65 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 581 | |
| 1 | 357 | |
| 2 | 159 | 10.8% |
| 3 | 52 | 3.5% |
| 4 | 61 | 4.1% |
| 5 | 45 | 3.1% |
| 6 | 32 | 2.2% |
| 7 | 76 | 5.2% |
| 8 | 18 | 1.2% |
| 9 | 17 | 1.2% |
| Value | Count | Frequency (%) |
| 15 | 13 | 0.9% |
| 14 | 9 | 0.6% |
| 13 | 10 | 0.7% |
| 12 | 10 | 0.7% |
| 11 | 24 | 1.6% |
| 10 | 6 | 0.4% |
| 9 | 17 | 1.2% |
| 8 | 18 | 1.2% |
| 7 | 76 | |
| 6 | 32 |
YearsWithCurrManager
Real number (ℝ)
High correlation Zeros
| Distinct | 18 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1231293 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 263 |
| Zeros (%) | 17.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.5681361 |
|---|---|
| Coefficient of variation (CV) | 0.86539517 |
| Kurtosis | 0.17105808 |
| Mean | 4.1231293 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.83345099 |
| Sum | 6061 |
| Variance | 12.731595 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 2 | 344 | |
| 0 | 263 | |
| 7 | 216 | |
| 3 | 142 | |
| 8 | 107 | 7.3% |
| 4 | 98 | 6.7% |
| 1 | 76 | 5.2% |
| 9 | 64 | 4.4% |
| 5 | 31 | 2.1% |
| 6 | 29 | 2.0% |
| Other values (8) | 100 | 6.8% |
| Value | Count | Frequency (%) |
| 0 | 263 | |
| 1 | 76 | 5.2% |
| 2 | 344 | |
| 3 | 142 | |
| 4 | 98 | 6.7% |
| 5 | 31 | 2.1% |
| 6 | 29 | 2.0% |
| 7 | 216 | |
| 8 | 107 | 7.3% |
| 9 | 64 | 4.4% |
| Value | Count | Frequency (%) |
| 17 | 7 | 0.5% |
| 16 | 2 | 0.1% |
| 15 | 5 | 0.3% |
| 14 | 5 | 0.3% |
| 13 | 14 | 1.0% |
| 12 | 18 | 1.2% |
| 11 | 22 | 1.5% |
| 10 | 27 | 1.8% |
| 9 | 64 | |
| 8 | 107 |
Higher_Education
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 82.2 KiB |
| Post-Graduation | |
|---|---|
| Graduation | |
| PHD | |
| 12th |
Length
| Max length | 15 |
|---|---|
| Median length | 10 |
| Mean length | 8.1503401 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Graduation |
|---|---|
| 2nd row | Graduation |
| 3rd row | Post-Graduation |
| 4th row | PHD |
| 5th row | PHD |
Common Values
| Value | Count | Frequency (%) |
| Post-Graduation | 387 | |
| Graduation | 367 | |
| PHD | 358 | |
| 12th | 358 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| post-graduation | 387 | |
| graduation | 367 | |
| phd | 358 | |
| 12th | 358 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1508 | |
| t | 1499 | |
| o | 1141 | |
| n | 754 | 6.3% |
| G | 754 | 6.3% |
| r | 754 | 6.3% |
| d | 754 | 6.3% |
| i | 754 | 6.3% |
| u | 754 | 6.3% |
| P | 745 | 6.2% |
| Other values (7) | 2564 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11981 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1508 | |
| t | 1499 | |
| o | 1141 | |
| n | 754 | 6.3% |
| G | 754 | 6.3% |
| r | 754 | 6.3% |
| d | 754 | 6.3% |
| i | 754 | 6.3% |
| u | 754 | 6.3% |
| P | 745 | 6.2% |
| Other values (7) | 2564 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11981 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1508 | |
| t | 1499 | |
| o | 1141 | |
| n | 754 | 6.3% |
| G | 754 | 6.3% |
| r | 754 | 6.3% |
| d | 754 | 6.3% |
| i | 754 | 6.3% |
| u | 754 | 6.3% |
| P | 745 | 6.2% |
| Other values (7) | 2564 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11981 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1508 | |
| t | 1499 | |
| o | 1141 | |
| n | 754 | 6.3% |
| G | 754 | 6.3% |
| r | 754 | 6.3% |
| d | 754 | 6.3% |
| i | 754 | 6.3% |
| u | 754 | 6.3% |
| P | 745 | 6.2% |
| Other values (7) | 2564 |
Date_of_Hire
Date
| Distinct | 1112 |
|---|---|
| Distinct (%) | 75.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| Minimum | 1969-06-19 00:00:00 |
|---|---|
| Maximum | 2021-12-05 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Date_of_termination
Unsupported
Missing Rejected Unsupported
| Missing | 1470 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 11.6 KiB |
Mode_of_work
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 76.8 KiB |
| WFH | |
|---|---|
| OFFICE |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 4.4326531 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | OFFICE |
|---|---|
| 2nd row | WFH |
| 3rd row | WFH |
| 4th row | OFFICE |
| 5th row | WFH |
Common Values
| Value | Count | Frequency (%) |
| WFH | 768 | |
| OFFICE | 702 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| wfh | 768 | |
| office | 702 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 2172 | |
| W | 768 | 11.8% |
| H | 768 | 11.8% |
| O | 702 | 10.8% |
| I | 702 | 10.8% |
| C | 702 | 10.8% |
| E | 702 | 10.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6516 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| F | 2172 | |
| W | 768 | 11.8% |
| H | 768 | 11.8% |
| O | 702 | 10.8% |
| I | 702 | 10.8% |
| C | 702 | 10.8% |
| E | 702 | 10.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6516 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| F | 2172 | |
| W | 768 | 11.8% |
| H | 768 | 11.8% |
| O | 702 | 10.8% |
| I | 702 | 10.8% |
| C | 702 | 10.8% |
| E | 702 | 10.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6516 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| F | 2172 | |
| W | 768 | 11.8% |
| H | 768 | 11.8% |
| O | 702 | 10.8% |
| I | 702 | 10.8% |
| C | 702 | 10.8% |
| E | 702 | 10.8% |
Leaves
Real number (ℝ)
Zeros
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5687075 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 243 |
| Zeros (%) | 16.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.7161707 |
|---|---|
| Coefficient of variation (CV) | 0.66810673 |
| Kurtosis | -1.2847046 |
| Mean | 2.5687075 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.087394037 |
| Sum | 3776 |
| Variance | 2.945242 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 279 | |
| 3 | 251 | |
| 5 | 248 | |
| 0 | 243 | |
| 1 | 231 | |
| 2 | 218 |
| Value | Count | Frequency (%) |
| 0 | 243 | |
| 1 | 231 | |
| 2 | 218 | |
| 3 | 251 | |
| 4 | 279 | |
| 5 | 248 |
| Value | Count | Frequency (%) |
| 5 | 248 | |
| 4 | 279 | |
| 3 | 251 | |
| 2 | 218 | |
| 1 | 231 | |
| 0 | 243 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 3 |
| 4th row | 0 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 395 | |
| 2 | 373 | |
| 3 | 367 | |
| 0 | 335 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 395 | |
| 2 | 373 | |
| 3 | 367 | |
| 0 | 335 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 395 | |
| 2 | 373 | |
| 3 | 367 | |
| 0 | 335 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 395 | |
| 2 | 373 | |
| 3 | 367 | |
| 0 | 335 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 395 | |
| 2 | 373 | |
| 3 | 367 | |
| 0 | 335 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 395 | |
| 2 | 373 | |
| 3 | 367 | |
| 0 | 335 |
| Value | Count | Frequency (%) |
| False | 736 | |
| True | 734 |
Source_of_Hire
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 83.0 KiB |
| Recruiter | |
|---|---|
| Job Event | |
| Walk-in | |
| Job Portal |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 8.744898 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Job Event |
|---|---|
| 2nd row | Recruiter |
| 3rd row | Job Event |
| 4th row | Recruiter |
| 5th row | Job Event |
Common Values
| Value | Count | Frequency (%) |
| Recruiter | 390 | |
| Job Event | 372 | |
| Walk-in | 361 | |
| Job Portal | 347 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| job | 719 | |
| recruiter | 390 | |
| event | 372 | |
| walk-in | 361 | |
| portal | 347 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1152 | 9.0% |
| r | 1127 | 8.8% |
| t | 1109 | 8.6% |
| o | 1066 | 8.3% |
| i | 751 | 5.8% |
| n | 733 | 5.7% |
| 719 | 5.6% | |
| b | 719 | 5.6% |
| J | 719 | 5.6% |
| a | 708 | 5.5% |
| Other values (10) | 4052 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12855 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1152 | 9.0% |
| r | 1127 | 8.8% |
| t | 1109 | 8.6% |
| o | 1066 | 8.3% |
| i | 751 | 5.8% |
| n | 733 | 5.7% |
| 719 | 5.6% | |
| b | 719 | 5.6% |
| J | 719 | 5.6% |
| a | 708 | 5.5% |
| Other values (10) | 4052 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12855 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1152 | 9.0% |
| r | 1127 | 8.8% |
| t | 1109 | 8.6% |
| o | 1066 | 8.3% |
| i | 751 | 5.8% |
| n | 733 | 5.7% |
| 719 | 5.6% | |
| b | 719 | 5.6% |
| J | 719 | 5.6% |
| a | 708 | 5.5% |
| Other values (10) | 4052 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12855 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1152 | 9.0% |
| r | 1127 | 8.8% |
| t | 1109 | 8.6% |
| o | 1066 | 8.3% |
| i | 751 | 5.8% |
| n | 733 | 5.7% |
| 719 | 5.6% | |
| b | 719 | 5.6% |
| J | 719 | 5.6% |
| a | 708 | 5.5% |
| Other values (10) | 4052 |
Job_mode
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 82.4 KiB |
| FullTime | |
|---|---|
| Contract | |
| Part Time |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.3204082 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Contract |
|---|---|
| 2nd row | Part Time |
| 3rd row | Contract |
| 4th row | FullTime |
| 5th row | Contract |
Common Values
| Value | Count | Frequency (%) |
| FullTime | 517 | |
| Contract | 482 | |
| Part Time | 471 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| fulltime | 517 | |
| contract | 482 | |
| part | 471 | |
| time | 471 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 1435 | |
| l | 1034 | 8.5% |
| m | 988 | 8.1% |
| T | 988 | 8.1% |
| e | 988 | 8.1% |
| i | 988 | 8.1% |
| r | 953 | 7.8% |
| a | 953 | 7.8% |
| u | 517 | 4.2% |
| F | 517 | 4.2% |
| Other values (6) | 2870 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12231 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 1435 | |
| l | 1034 | 8.5% |
| m | 988 | 8.1% |
| T | 988 | 8.1% |
| e | 988 | 8.1% |
| i | 988 | 8.1% |
| r | 953 | 7.8% |
| a | 953 | 7.8% |
| u | 517 | 4.2% |
| F | 517 | 4.2% |
| Other values (6) | 2870 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12231 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 1435 | |
| l | 1034 | 8.5% |
| m | 988 | 8.1% |
| T | 988 | 8.1% |
| e | 988 | 8.1% |
| i | 988 | 8.1% |
| r | 953 | 7.8% |
| a | 953 | 7.8% |
| u | 517 | 4.2% |
| F | 517 | 4.2% |
| Other values (6) | 2870 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12231 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 1435 | |
| l | 1034 | 8.5% |
| m | 988 | 8.1% |
| T | 988 | 8.1% |
| e | 988 | 8.1% |
| i | 988 | 8.1% |
| r | 953 | 7.8% |
| a | 953 | 7.8% |
| u | 517 | 4.2% |
| F | 517 | 4.2% |
| Other values (6) | 2870 |
Interactions
Correlations
| Absenteeism | Age | Attrition | BusinessTravel | Department | DistanceFromHome | Gender | Higher_Education | JobInvolvement | JobLevel | JobRole | JobSatisfaction | Job_mode | Leaves | MaritalStatus | Mode_of_work | MonthlyIncome | NumCompaniesWorked | OverTime | PercentSalaryHike | PerformanceRating | Source_of_Hire | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | Work_accident | YearsAtCompany | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Absenteeism | 1.000 | 0.026 | 0.000 | 0.012 | 0.033 | 0.041 | 0.010 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 | 0.000 | 0.000 | 0.013 | 0.027 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.033 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 |
| Age | 0.026 | 1.000 | 0.213 | 0.041 | 0.000 | -0.019 | 0.000 | 0.000 | 0.025 | 0.295 | 0.175 | 0.000 | 0.000 | 0.036 | 0.141 | 0.000 | 0.472 | 0.353 | 0.000 | 0.008 | 0.000 | 0.000 | 0.093 | 0.657 | 0.000 | 0.009 | 0.252 | 0.174 | 0.195 |
| Attrition | 0.000 | 0.213 | 1.000 | 0.123 | 0.077 | 0.067 | 0.009 | 0.000 | 0.132 | 0.216 | 0.231 | 0.099 | 0.044 | 0.073 | 0.173 | 0.000 | 0.217 | 0.107 | 0.243 | 0.000 | 0.000 | 0.000 | 0.198 | 0.208 | 0.079 | 0.000 | 0.173 | 0.027 | 0.179 |
| BusinessTravel | 0.012 | 0.041 | 0.123 | 1.000 | 0.000 | 0.023 | 0.037 | 0.022 | 0.016 | 0.000 | 0.000 | 0.000 | 0.039 | 0.050 | 0.035 | 0.000 | 0.025 | 0.000 | 0.024 | 0.030 | 0.000 | 0.038 | 0.000 | 0.000 | 0.000 | 0.049 | 0.000 | 0.030 | 0.064 |
| Department | 0.033 | 0.000 | 0.077 | 0.000 | 1.000 | 0.000 | 0.026 | 0.048 | 0.000 | 0.212 | 0.937 | 0.029 | 0.031 | 0.040 | 0.030 | 0.000 | 0.187 | 0.032 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| DistanceFromHome | 0.041 | -0.019 | 0.067 | 0.023 | 0.000 | 1.000 | 0.030 | 0.000 | 0.028 | 0.054 | 0.000 | 0.000 | 0.019 | -0.005 | 0.000 | 0.041 | 0.003 | -0.010 | 0.066 | 0.030 | 0.058 | 0.000 | 0.015 | -0.003 | -0.025 | 0.000 | 0.011 | -0.005 | 0.004 |
| Gender | 0.010 | 0.000 | 0.009 | 0.037 | 0.026 | 0.030 | 1.000 | 0.026 | 0.000 | 0.048 | 0.074 | 0.000 | 0.000 | 0.046 | 0.032 | 0.000 | 0.046 | 0.000 | 0.031 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.066 | 0.000 | 0.000 |
| Higher_Education | 0.049 | 0.000 | 0.000 | 0.022 | 0.048 | 0.000 | 0.026 | 1.000 | 0.000 | 0.000 | 0.053 | 0.000 | 0.032 | 0.000 | 0.048 | 0.047 | 0.000 | 0.057 | 0.000 | 0.061 | 0.000 | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 | 0.022 | 0.000 | 0.046 |
| JobInvolvement | 0.000 | 0.025 | 0.132 | 0.016 | 0.000 | 0.028 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.024 | 0.014 | 0.046 | 0.000 | 0.000 | 0.036 | 0.000 | 0.021 | 0.022 | 0.000 | 0.013 | 0.000 | 0.053 | 0.000 | 0.044 |
| JobLevel | 0.000 | 0.295 | 0.216 | 0.000 | 0.212 | 0.054 | 0.048 | 0.000 | 0.000 | 1.000 | 0.569 | 0.000 | 0.036 | 0.006 | 0.046 | 0.000 | 0.864 | 0.113 | 0.000 | 0.000 | 0.000 | 0.041 | 0.069 | 0.539 | 0.017 | 0.000 | 0.353 | 0.206 | 0.232 |
| JobRole | 0.000 | 0.175 | 0.231 | 0.000 | 0.937 | 0.000 | 0.074 | 0.053 | 0.000 | 0.569 | 1.000 | 0.000 | 0.036 | 0.000 | 0.061 | 0.000 | 0.423 | 0.079 | 0.000 | 0.000 | 0.000 | 0.051 | 0.039 | 0.293 | 0.000 | 0.000 | 0.188 | 0.111 | 0.118 |
| JobSatisfaction | 0.000 | 0.000 | 0.099 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.026 | 0.021 | 0.000 | 0.024 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 |
| Job_mode | 0.026 | 0.000 | 0.044 | 0.039 | 0.031 | 0.019 | 0.000 | 0.032 | 0.041 | 0.036 | 0.036 | 0.000 | 1.000 | 0.000 | 0.018 | 0.037 | 0.030 | 0.026 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.079 | 0.000 | 0.000 | 0.052 | 0.065 | 0.015 |
| Leaves | 0.000 | 0.036 | 0.073 | 0.050 | 0.040 | -0.005 | 0.046 | 0.000 | 0.000 | 0.006 | 0.000 | 0.009 | 0.000 | 1.000 | 0.050 | 0.000 | 0.009 | 0.018 | 0.000 | -0.000 | 0.049 | 0.000 | 0.031 | 0.035 | 0.015 | 0.049 | 0.021 | 0.000 | 0.033 |
| MaritalStatus | 0.000 | 0.141 | 0.173 | 0.035 | 0.030 | 0.000 | 0.032 | 0.048 | 0.024 | 0.046 | 0.061 | 0.000 | 0.018 | 0.050 | 1.000 | 0.026 | 0.061 | 0.038 | 0.000 | 0.000 | 0.000 | 0.000 | 0.581 | 0.069 | 0.000 | 0.042 | 0.000 | 0.035 | 0.000 |
| Mode_of_work | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.047 | 0.014 | 0.000 | 0.000 | 0.000 | 0.037 | 0.000 | 0.026 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.077 | 0.014 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 |
| MonthlyIncome | 0.027 | 0.472 | 0.217 | 0.025 | 0.187 | 0.003 | 0.046 | 0.000 | 0.046 | 0.864 | 0.423 | 0.000 | 0.030 | 0.009 | 0.061 | 0.000 | 1.000 | 0.190 | 0.000 | -0.034 | 0.000 | 0.023 | 0.056 | 0.710 | -0.035 | 0.000 | 0.464 | 0.265 | 0.365 |
| NumCompaniesWorked | 0.000 | 0.353 | 0.107 | 0.000 | 0.032 | -0.010 | 0.000 | 0.057 | 0.000 | 0.113 | 0.079 | 0.000 | 0.026 | 0.018 | 0.038 | 0.000 | 0.190 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.315 | -0.047 | 0.022 | -0.171 | -0.067 | -0.144 |
| OverTime | 0.000 | 0.000 | 0.243 | 0.024 | 0.000 | 0.066 | 0.031 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.099 | 0.000 | 0.018 | 0.011 | 0.000 |
| PercentSalaryHike | 0.003 | 0.008 | 0.000 | 0.030 | 0.000 | 0.030 | 0.049 | 0.061 | 0.036 | 0.000 | 0.000 | 0.000 | 0.028 | -0.000 | 0.000 | 0.000 | -0.034 | 0.000 | 0.000 | 1.000 | 0.997 | 0.000 | 0.000 | -0.026 | -0.004 | 0.000 | -0.054 | -0.055 | -0.026 |
| PerformanceRating | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.058 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 | 0.000 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.997 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 |
| Source_of_Hire | 0.000 | 0.000 | 0.000 | 0.038 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.041 | 0.051 | 0.021 | 0.000 | 0.000 | 0.000 | 0.077 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.024 | 0.000 | 0.036 | 0.000 | 0.024 | 0.032 |
| StockOptionLevel | 0.000 | 0.093 | 0.198 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.022 | 0.069 | 0.039 | 0.000 | 0.000 | 0.031 | 0.581 | 0.014 | 0.056 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.064 | 0.000 | 0.000 | 0.012 | 0.056 | 0.030 |
| TotalWorkingYears | 0.033 | 0.657 | 0.208 | 0.000 | 0.024 | -0.003 | 0.000 | 0.000 | 0.000 | 0.539 | 0.293 | 0.024 | 0.079 | 0.035 | 0.069 | 0.020 | 0.710 | 0.315 | 0.000 | -0.026 | 0.000 | 0.024 | 0.064 | 1.000 | -0.014 | 0.010 | 0.594 | 0.335 | 0.495 |
| TrainingTimesLastYear | 0.000 | 0.000 | 0.079 | 0.000 | 0.000 | -0.025 | 0.000 | 0.036 | 0.013 | 0.017 | 0.000 | 0.021 | 0.000 | 0.015 | 0.000 | 0.000 | -0.035 | -0.047 | 0.099 | -0.004 | 0.000 | 0.000 | 0.000 | -0.014 | 1.000 | 0.000 | 0.001 | 0.010 | -0.012 |
| Work_accident | 0.000 | 0.009 | 0.000 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.049 | 0.042 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 | 0.010 | 0.000 | 1.000 | 0.057 | 0.000 | 0.000 |
| YearsAtCompany | 0.000 | 0.252 | 0.173 | 0.000 | 0.000 | 0.011 | 0.066 | 0.022 | 0.053 | 0.353 | 0.188 | 0.000 | 0.052 | 0.021 | 0.000 | 0.000 | 0.464 | -0.171 | 0.018 | -0.054 | 0.000 | 0.000 | 0.012 | 0.594 | 0.001 | 0.057 | 1.000 | 0.520 | 0.843 |
| YearsSinceLastPromotion | 0.000 | 0.174 | 0.027 | 0.030 | 0.000 | -0.005 | 0.000 | 0.000 | 0.000 | 0.206 | 0.111 | 0.000 | 0.065 | 0.000 | 0.035 | 0.000 | 0.265 | -0.067 | 0.011 | -0.055 | 0.000 | 0.024 | 0.056 | 0.335 | 0.010 | 0.000 | 0.520 | 1.000 | 0.467 |
| YearsWithCurrManager | 0.008 | 0.195 | 0.179 | 0.064 | 0.000 | 0.004 | 0.000 | 0.046 | 0.044 | 0.232 | 0.118 | 0.000 | 0.015 | 0.033 | 0.000 | 0.026 | 0.365 | -0.144 | 0.000 | -0.026 | 0.030 | 0.032 | 0.030 | 0.495 | -0.012 | 0.000 | 0.843 | 0.467 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Age | Attrition | BusinessTravel | Department | DistanceFromHome | Gender | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | NumCompaniesWorked | OverTime | PercentSalaryHike | PerformanceRating | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | YearsAtCompany | YearsSinceLastPromotion | YearsWithCurrManager | Higher_Education | Date_of_Hire | Date_of_termination | Mode_of_work | Leaves | Absenteeism | Work_accident | Source_of_Hire | Job_mode | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 37 | Yes | Travel_Rarely | Research & Development | 2 | Male | 2 | 1 | Laboratory Technician | 3 | Single | 2090 | 6 | Yes | 15 | 3 | 0 | 7 | 3 | 0 | 0 | 0 | Graduation | 21-01-2021 | NaN | OFFICE | 4 | 2 | No | Job Event | Contract |
| 1 | 21 | No | Travel_Rarely | Research & Development | 15 | Male | 3 | 1 | Research Scientist | 4 | Single | 1232 | 1 | No | 14 | 3 | 0 | 0 | 6 | 0 | 0 | 0 | Graduation | 13-03-2021 | NaN | WFH | 5 | 2 | No | Recruiter | Part Time |
| 2 | 45 | No | Travel_Rarely | Research & Development | 6 | Male | 3 | 3 | Research Director | 1 | Married | 13245 | 4 | Yes | 14 | 3 | 0 | 17 | 3 | 0 | 0 | 0 | Post-Graduation | 23-01-2021 | NaN | WFH | 1 | 3 | No | Job Event | Contract |
| 3 | 23 | No | Travel_Rarely | Sales | 2 | Male | 3 | 1 | Sales Representative | 1 | Divorced | 2322 | 3 | No | 13 | 3 | 1 | 3 | 3 | 0 | 0 | 0 | PHD | 25-04-2021 | NaN | OFFICE | 1 | 0 | Yes | Recruiter | FullTime |
| 4 | 22 | No | Travel_Rarely | Research & Development | 15 | Female | 3 | 1 | Laboratory Technician | 4 | Single | 2871 | 1 | No | 15 | 3 | 0 | 1 | 5 | 0 | 0 | 0 | PHD | 14-06-2021 | NaN | WFH | 5 | 2 | No | Job Event | Contract |
| 5 | 19 | Yes | Travel_Rarely | Sales | 22 | Male | 3 | 1 | Sales Representative | 3 | Single | 1675 | 1 | Yes | 19 | 3 | 0 | 0 | 2 | 0 | 0 | 0 | PHD | 14-04-2021 | NaN | WFH | 1 | 1 | Yes | Job Portal | Part Time |
| 6 | 19 | Yes | Travel_Frequently | Sales | 1 | Female | 1 | 1 | Sales Representative | 1 | Single | 2325 | 0 | No | 21 | 4 | 0 | 1 | 5 | 0 | 0 | 0 | PHD | 12-01-2021 | NaN | WFH | 2 | 2 | No | Walk-in | Contract |
| 7 | 28 | Yes | Travel_Rarely | Research & Development | 2 | Male | 3 | 1 | Laboratory Technician | 3 | Single | 3485 | 2 | No | 11 | 3 | 0 | 5 | 5 | 0 | 0 | 0 | Post-Graduation | 30-05-2021 | NaN | WFH | 0 | 2 | No | Walk-in | Contract |
| 8 | 29 | No | Travel_Rarely | Sales | 2 | Male | 2 | 2 | Sales Executive | 2 | Married | 6644 | 2 | No | 19 | 3 | 2 | 10 | 2 | 0 | 0 | 0 | Graduation | 28-02-2021 | NaN | OFFICE | 5 | 2 | No | Walk-in | Part Time |
| 9 | 18 | Yes | Travel_Rarely | Research & Development | 3 | Male | 3 | 1 | Laboratory Technician | 3 | Single | 1420 | 1 | No | 13 | 3 | 0 | 0 | 2 | 0 | 0 | 0 | PHD | 06-05-2021 | NaN | WFH | 5 | 2 | No | Walk-in | FullTime |
| Age | Attrition | BusinessTravel | Department | DistanceFromHome | Gender | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | NumCompaniesWorked | OverTime | PercentSalaryHike | PerformanceRating | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | YearsAtCompany | YearsSinceLastPromotion | YearsWithCurrManager | Higher_Education | Date_of_Hire | Date_of_termination | Mode_of_work | Leaves | Absenteeism | Work_accident | Source_of_Hire | Job_mode | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1460 | 52 | No | Travel_Rarely | Research & Development | 1 | Male | 2 | 5 | Manager | 3 | Married | 19999 | 0 | No | 14 | 3 | 1 | 34 | 5 | 33 | 11 | 9 | PHD | 14-03-1988 | NaN | WFH | 5 | 0 | No | Recruiter | FullTime |
| 1461 | 52 | No | Non-Travel | Sales | 2 | Male | 2 | 5 | Manager | 3 | Single | 19068 | 1 | Yes | 18 | 3 | 0 | 33 | 2 | 33 | 15 | 12 | Graduation | 12-05-1988 | NaN | WFH | 4 | 3 | Yes | Job Event | Part Time |
| 1462 | 55 | No | Non-Travel | Research & Development | 8 | Male | 2 | 4 | Healthcare Representative | 2 | Divorced | 13577 | 1 | Yes | 15 | 3 | 1 | 34 | 3 | 33 | 15 | 0 | 12th | 09-04-1988 | NaN | WFH | 3 | 1 | No | Walk-in | Part Time |
| 1463 | 51 | No | Travel_Rarely | Human Resources | 5 | Male | 3 | 4 | Manager | 2 | Divorced | 14026 | 1 | Yes | 11 | 3 | 1 | 33 | 2 | 33 | 0 | 10 | Post-Graduation | 04-04-1988 | NaN | OFFICE | 4 | 1 | Yes | Job Portal | Contract |
| 1464 | 53 | Yes | Travel_Rarely | Research & Development | 2 | Female | 2 | 3 | Manufacturing Director | 4 | Married | 10169 | 0 | No | 16 | 3 | 1 | 34 | 4 | 33 | 1 | 9 | Post-Graduation | 20-06-1988 | NaN | WFH | 4 | 0 | Yes | Recruiter | Contract |
| 1465 | 52 | No | Travel_Rarely | Sales | 3 | Male | 2 | 4 | Manager | 1 | Married | 16856 | 1 | No | 11 | 3 | 0 | 34 | 3 | 34 | 1 | 16 | Post-Graduation | 05-06-1987 | NaN | OFFICE | 3 | 2 | No | Job Portal | Part Time |
| 1466 | 55 | No | Travel_Rarely | Research & Development | 1 | Male | 3 | 5 | Manager | 1 | Single | 19045 | 0 | Yes | 14 | 3 | 0 | 37 | 2 | 36 | 4 | 13 | Post-Graduation | 20-01-1985 | NaN | WFH | 1 | 1 | No | Walk-in | FullTime |
| 1467 | 55 | No | Travel_Rarely | Sales | 26 | Male | 2 | 5 | Manager | 4 | Married | 19586 | 1 | No | 21 | 4 | 1 | 36 | 3 | 36 | 2 | 13 | Post-Graduation | 17-02-1985 | NaN | OFFICE | 2 | 1 | No | Recruiter | Part Time |
| 1468 | 58 | No | Travel_Rarely | Sales | 10 | Male | 3 | 4 | Sales Executive | 3 | Single | 13872 | 0 | No | 13 | 3 | 0 | 38 | 1 | 37 | 1 | 8 | PHD | 29-06-1984 | NaN | WFH | 2 | 2 | Yes | Job Event | Part Time |
| 1469 | 58 | Yes | Travel_Rarely | Research & Development | 23 | Female | 3 | 3 | Healthcare Representative | 4 | Married | 10312 | 1 | No | 12 | 3 | 1 | 40 | 3 | 40 | 15 | 6 | 12th | 08-02-1981 | NaN | WFH | 4 | 3 | Yes | Job Portal | FullTime |